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Beginner Academy Reader
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Workplace AI Adoption Metrics

Measure, segment, and communicate enterprise assistant usage to prove value and guide responsible expansion.

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Further reading and reference materials

  1. Enterprise AI adoption surveys (2025 global panel) – benchmarks for activation and sentiment.
  2. Change management analytics playbooks (2024) – frameworks for combining telemetry and surveys.
  3. Responsible AI communication guidelines (2025) – best practices for transparency around data collection.
  4. ROI storytelling templates for digital transformation (2024) – how to align metrics with budget narratives.
  5. Psychological safety research on automation (2023–2025) – insights into employee trust and adoption behavior.
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